Product Cluster AutoEDA

Brought to you by YData

Dataset statistics

Number of variables	19
Number of observations	10000
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	3.5 MiB
Average record size in memory	369.2 B

Variable types

Text	1
Numeric	13
Categorical	5

Alerts

`activity_score` is highly overall correlated with `click_through_rate`	High correlation
`avg_cart_value` is highly overall correlated with `pca1`	High correlation
`click_through_rate` is highly overall correlated with `activity_score`	High correlation
`cluster` is highly overall correlated with `purchase_frequency_log` and 1 other fields	High correlation
`days_since_last_login` is highly overall correlated with `recency_value`	High correlation
`pca1` is highly overall correlated with `avg_cart_value` and 1 other fields	High correlation
`pca2` is highly overall correlated with `used_discount`	High correlation
`purchase_frequency` is highly overall correlated with `purchase_frequency_log` and 1 other fields	High correlation
`purchase_frequency_log` is highly overall correlated with `cluster` and 2 other fields	High correlation
`recency_value` is highly overall correlated with `days_since_last_login` and 1 other fields	High correlation
`used_discount` is highly overall correlated with `cluster` and 1 other fields	High correlation
`value_score` is highly overall correlated with `purchase_frequency` and 1 other fields	High correlation
`user_id` has unique values	Unique
`pca1` has unique values	Unique
`pca2` has unique values	Unique
`num_categories_browsed` has 168 (1.7%) zeros	Zeros
`days_since_last_login` has 104 (1.0%) zeros	Zeros
`recency_value` has 104 (1.0%) zeros	Zeros

Reproduction

Analysis started	2025-04-14 16:55:10.449974
Analysis finished	2025-04-14 16:55:23.756399
Duration	13.31 seconds
Software version	ydata-profiling v0.0.dev0
Download configuration	config.json

user_id
Text

Unique

Distinct	10000
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Memory size	644.7 KiB

Length

Max length	9
Median length	9
Mean length	9
Min length	9

Characters and Unicode

Total characters	90000
Distinct characters	14
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	10000 ?
Unique (%)	100.0%

Sample

1st row	USER00000
2nd row	USER00001
3rd row	USER00002
4th row	USER00003
5th row	USER00004

Value	Count	Frequency (%)
user00000	1	< 0.1%
user00008	1	< 0.1%
user00017	1	< 0.1%
user00002	1	< 0.1%
user00003	1	< 0.1%
user00004	1	< 0.1%
user00005	1	< 0.1%
user00006	1	< 0.1%
user00007	1	< 0.1%
user00009	1	< 0.1%
Other values (9990)	9990	99.9%

Most occurring characters

Value	Count	Frequency (%)
0	14000	15.6%
U	10000	11.1%
S	10000	11.1%
E	10000	11.1%
R	10000	11.1%
6	4000	4.4%
7	4000	4.4%
3	4000	4.4%
4	4000	4.4%
5	4000	4.4%
Other values (4)	16000	17.8%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	90000	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	14000	15.6%
U	10000	11.1%
S	10000	11.1%
E	10000	11.1%
R	10000	11.1%
6	4000	4.4%
7	4000	4.4%
3	4000	4.4%
4	4000	4.4%
5	4000	4.4%
Other values (4)	16000	17.8%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	90000	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	14000	15.6%
U	10000	11.1%
S	10000	11.1%
E	10000	11.1%
R	10000	11.1%
6	4000	4.4%
7	4000	4.4%
3	4000	4.4%
4	4000	4.4%
5	4000	4.4%
Other values (4)	16000	17.8%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	90000	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	14000	15.6%
U	10000	11.1%
S	10000	11.1%
E	10000	11.1%
R	10000	11.1%
6	4000	4.4%
7	4000	4.4%
3	4000	4.4%
4	4000	4.4%
5	4000	4.4%
Other values (4)	16000	17.8%

num_product_views
Real number (ℝ)

Distinct	28
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	15.0073

Minimum	3
Maximum	30
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	78.2 KiB

Quantile statistics

Minimum	3
5-th percentile	9
Q1	12
median	15
Q3	17
95-th percentile	22
Maximum	30
Range	27
Interquartile range (IQR)	5

Descriptive statistics

Standard deviation	3.8671362
Coefficient of variation (CV)	0.25768367
Kurtosis	0.019416639
Mean	15.0073
Median Absolute Deviation (MAD)	3
Skewness	0.23227361
Sum	150073
Variance	14.954742
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=28)

Value	Count	Frequency (%)
15	1069	10.7%
14	1027	10.3%
16	971	9.7%
13	931	9.3%
17	841	8.4%
12	835	8.3%
18	716	7.2%
11	665	6.7%
19	540	5.4%
10	477	4.8%
Other values (18)	1928	19.3%

Value	Count	Frequency (%)
3	1	< 0.1%
4	10	0.1%
5	26	0.3%
6	52	0.5%
7	97	1.0%
8	196	2.0%
9	303	3.0%
10	477	4.8%
11	665	6.7%
12	835	8.3%

Value	Count	Frequency (%)
30	1	< 0.1%
29	4	< 0.1%
28	6	0.1%
27	16	0.2%
26	30	0.3%
25	46	0.5%
24	90	0.9%
23	154	1.5%
22	220	2.2%
21	274	2.7%

avg_view_time
Real number (ℝ)

Distinct	5550
Distinct (%)	55.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	44.735054

Minimum	-28.1
Maximum	118.83
Zeros	0
Zeros (%)	0.0%
Negative	116
Negative (%)	1.2%
Memory size	78.2 KiB

Quantile statistics

Minimum	-28.1
5-th percentile	12.6595
Q1	31
median	44.875
Q3	58.26
95-th percentile	77.6705
Maximum	118.83
Range	146.93
Interquartile range (IQR)	27.26

Descriptive statistics

Standard deviation	19.811203
Coefficient of variation (CV)	0.44285636
Kurtosis	-0.077638929
Mean	44.735054
Median Absolute Deviation (MAD)	13.615
Skewness	0.0056993562
Sum	447350.54
Variance	392.48377
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
53.82	8	0.1%
54.74	8	0.1%
38.31	7	0.1%
55.39	7	0.1%
34.91	7	0.1%
48.82	7	0.1%
39.92	7	0.1%
27.88	7	0.1%
44.95	7	0.1%
41.72	7	0.1%
Other values (5540)	9928	99.3%

Value	Count	Frequency (%)
-28.1	1	< 0.1%
-24.9	1	< 0.1%
-24.07	1	< 0.1%
-23.55	1	< 0.1%
-20.91	1	< 0.1%
-19.26	1	< 0.1%
-18.99	1	< 0.1%
-18.18	1	< 0.1%
-16.86	1	< 0.1%
-16.11	2	< 0.1%

Value	Count	Frequency (%)
118.83	1	< 0.1%
117.23	1	< 0.1%
117.06	1	< 0.1%
112.09	1	< 0.1%
109.31	1	< 0.1%
108.18	1	< 0.1%
107.73	1	< 0.1%
107.65	1	< 0.1%
105.77	1	< 0.1%
105.28	1	< 0.1%

click_through_rate
Real number (ℝ)

High correlation

Distinct	85
Distinct (%)	0.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.283625

Minimum	0
Maximum	0.86
Zeros	3
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	78.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0.06
Q1	0.16
median	0.26
Q3	0.39
95-th percentile	0.58
Maximum	0.86
Range	0.86
Interquartile range (IQR)	0.23

Descriptive statistics

Standard deviation	0.15899798
Coefficient of variation (CV)	0.56059226
Kurtosis	-0.070832175
Mean	0.283625
Median Absolute Deviation (MAD)	0.11
Skewness	0.61098431
Sum	2836.25
Variance	0.025280357
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.19	271	2.7%
0.18	263	2.6%
0.22	257	2.6%
0.2	257	2.6%
0.15	250	2.5%
0.26	245	2.5%
0.17	242	2.4%
0.27	241	2.4%
0.12	240	2.4%
0.21	232	2.3%
Other values (75)	7502	75.0%

Value	Count	Frequency (%)
0	3	< 0.1%
0.01	33	0.3%
0.02	52	0.5%
0.03	76	0.8%
0.04	100	1.0%
0.05	132	1.3%
0.06	156	1.6%
0.07	164	1.6%
0.08	159	1.6%
0.09	195	1.9%

Value	Count	Frequency (%)
0.86	1	< 0.1%
0.84	3	< 0.1%
0.83	4	< 0.1%
0.82	7	0.1%
0.81	3	< 0.1%
0.79	5	0.1%
0.78	6	0.1%
0.77	5	0.1%
0.76	6	0.1%
0.75	12	0.1%

avg_cart_value
Real number (ℝ)

High correlation

Distinct	6568
Distinct (%)	65.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	75.013534

Minimum	-37.14
Maximum	198.01
Zeros	0
Zeros (%)	0.0%
Negative	69
Negative (%)	0.7%
Memory size	78.2 KiB

Quantile statistics

Minimum	-37.14
5-th percentile	24.3995
Q1	54.69
median	75.19
Q3	95.52
95-th percentile	124.0815
Maximum	198.01
Range	235.15
Interquartile range (IQR)	40.83

Descriptive statistics

Standard deviation	30.128907
Coefficient of variation (CV)	0.40164628
Kurtosis	0.018895359
Mean	75.013534
Median Absolute Deviation (MAD)	20.44
Skewness	-0.016110477
Sum	750135.34
Variance	907.75103
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
74.6	6	0.1%
79.85	6	0.1%
73.26	6	0.1%
88.81	6	0.1%
99.69	6	0.1%
68.47	6	0.1%
76.94	6	0.1%
54.86	6	0.1%
82	5	0.1%
96.33	5	0.1%
Other values (6558)	9942	99.4%

Value	Count	Frequency (%)
-37.14	1	< 0.1%
-36.4	1	< 0.1%
-30.98	1	< 0.1%
-22.64	1	< 0.1%
-19.19	1	< 0.1%
-18.39	1	< 0.1%
-17.36	1	< 0.1%
-16.96	1	< 0.1%
-16.49	1	< 0.1%
-16.41	1	< 0.1%

Value	Count	Frequency (%)
198.01	1	< 0.1%
192.48	1	< 0.1%
186.49	1	< 0.1%
182.77	1	< 0.1%
182.76	1	< 0.1%
179.53	1	< 0.1%
177.81	1	< 0.1%
176.08	1	< 0.1%
175.41	1	< 0.1%
175.31	1	< 0.1%

purchase_frequency
Real number (ℝ)

High correlation

Distinct	712
Distinct (%)	7.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.482123

Minimum	0
Maximum	13.34
Zeros	34
Zeros (%)	0.3%
Negative	0
Negative (%)	0.0%
Memory size	78.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0.08
Q1	0.43
median	1.04
Q3	2.05
95-th percentile	4.41
Maximum	13.34
Range	13.34
Interquartile range (IQR)	1.62

Descriptive statistics

Standard deviation	1.468427
Coefficient of variation (CV)	0.9907592
Kurtosis	5.4860824
Mean	1.482123
Median Absolute Deviation (MAD)	0.71
Skewness	1.9442973
Sum	14821.23
Variance	2.1562778
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.02	74	0.7%
0.01	73	0.7%
0.1	72	0.7%
0.36	69	0.7%
0.32	67	0.7%
0.28	67	0.7%
0.18	65	0.7%
0.09	65	0.7%
0.12	64	0.6%
0.08	64	0.6%
Other values (702)	9320	93.2%

Value	Count	Frequency (%)
0	34	0.3%
0.01	73	0.7%
0.02	74	0.7%
0.03	58	0.6%
0.04	53	0.5%
0.05	60	0.6%
0.06	63	0.6%
0.07	56	0.6%
0.08	64	0.6%
0.09	65	0.7%

Value	Count	Frequency (%)
13.34	1	< 0.1%
12.6	1	< 0.1%
11.85	1	< 0.1%
11.58	1	< 0.1%
11.5	1	< 0.1%
11.37	1	< 0.1%
11.14	1	< 0.1%
10.4	1	< 0.1%
10.35	1	< 0.1%
10.21	1	< 0.1%

num_categories_browsed
Real number (ℝ)

Zeros

Distinct	14
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4.0231

Minimum	0
Maximum	13
Zeros	168
Zeros (%)	1.7%
Negative	0
Negative (%)	0.0%
Memory size	78.2 KiB

Quantile statistics

Minimum	0
5-th percentile	1
Q1	3
median	4
Q3	5
95-th percentile	8
Maximum	13
Range	13
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	2.001791
Coefficient of variation (CV)	0.49757425
Kurtosis	0.13952934
Mean	4.0231
Median Absolute Deviation (MAD)	1
Skewness	0.49484561
Sum	40231
Variance	4.0071671
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=14)

Value	Count	Frequency (%)
3	2033	20.3%
4	1941	19.4%
5	1535	15.3%
2	1419	14.2%
6	993	9.9%
1	723	7.2%
7	658	6.6%
8	314	3.1%
0	168	1.7%
9	136	1.4%
Other values (4)	80	0.8%

Value	Count	Frequency (%)
0	168	1.7%
1	723	7.2%
2	1419	14.2%
3	2033	20.3%
4	1941	19.4%
5	1535	15.3%
6	993	9.9%
7	658	6.6%
8	314	3.1%
9	136	1.4%

Value	Count	Frequency (%)
13	2	< 0.1%
12	4	< 0.1%
11	18	0.2%
10	56	0.6%
9	136	1.4%
8	314	3.1%
7	658	6.6%
6	993	9.9%
5	1535	15.3%
4	1941	19.4%

used_discount
Categorical

High correlation

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	566.5 KiB

0	6010
1	3990

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	10000
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1
2nd row	1
3rd row	1
4th row	1
5th row	0

Common Values

Value	Count	Frequency (%)
0	6010	60.1%
1	3990	39.9%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	6010	60.1%
1	3990	39.9%

Most occurring characters

Value	Count	Frequency (%)
0	6010	60.1%
1	3990	39.9%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	10000	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	6010	60.1%
1	3990	39.9%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	10000	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	6010	60.1%
1	3990	39.9%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	10000	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	6010	60.1%
1	3990	39.9%

membership_status
Categorical

Distinct	4
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	604.7 KiB

Free	5007
Silver	2577
Gold	1433
Platinum	983

Length

Max length	8
Median length	4
Mean length	4.9086
Min length	4

Characters and Unicode

Total characters	49086
Distinct characters	16
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Silver
2nd row	Gold
3rd row	Free
4th row	Silver
5th row	Free

Common Values

Value	Count	Frequency (%)
Free	5007	50.1%
Silver	2577	25.8%
Gold	1433	14.3%
Platinum	983	9.8%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
free	5007	50.1%
silver	2577	25.8%
gold	1433	14.3%
platinum	983	9.8%

Most occurring characters

Value	Count	Frequency (%)
e	12591	25.7%
r	7584	15.5%
F	5007	10.2%
l	4993	10.2%
i	3560	7.3%
S	2577	5.2%
v	2577	5.2%
G	1433	2.9%
o	1433	2.9%
d	1433	2.9%
Other values (6)	5898	12.0%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	49086	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
e	12591	25.7%
r	7584	15.5%
F	5007	10.2%
l	4993	10.2%
i	3560	7.3%
S	2577	5.2%
v	2577	5.2%
G	1433	2.9%
o	1433	2.9%
d	1433	2.9%
Other values (6)	5898	12.0%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	49086	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
e	12591	25.7%
r	7584	15.5%
F	5007	10.2%
l	4993	10.2%
i	3560	7.3%
S	2577	5.2%
v	2577	5.2%
G	1433	2.9%
o	1433	2.9%
d	1433	2.9%
Other values (6)	5898	12.0%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	49086	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
e	12591	25.7%
r	7584	15.5%
F	5007	10.2%
l	4993	10.2%
i	3560	7.3%
S	2577	5.2%
v	2577	5.2%
G	1433	2.9%
o	1433	2.9%
d	1433	2.9%
Other values (6)	5898	12.0%

device_type
Categorical

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	618.2 KiB

Mobile	6060
Desktop	2937
Tablet	1003

Length

Max length	7
Median length	6
Mean length	6.2937
Min length	6

Characters and Unicode

Total characters	62937
Distinct characters	13
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Mobile
2nd row	Mobile
3rd row	Mobile
4th row	Desktop
5th row	Mobile

Common Values

Value	Count	Frequency (%)
Mobile	6060	60.6%
Desktop	2937	29.4%
Tablet	1003	10.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
mobile	6060	60.6%
desktop	2937	29.4%
tablet	1003	10.0%

Most occurring characters

Value	Count	Frequency (%)
e	10000	15.9%
o	8997	14.3%
b	7063	11.2%
l	7063	11.2%
M	6060	9.6%
i	6060	9.6%
t	3940	6.3%
D	2937	4.7%
s	2937	4.7%
k	2937	4.7%
Other values (3)	4943	7.9%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	62937	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
e	10000	15.9%
o	8997	14.3%
b	7063	11.2%
l	7063	11.2%
M	6060	9.6%
i	6060	9.6%
t	3940	6.3%
D	2937	4.7%
s	2937	4.7%
k	2937	4.7%
Other values (3)	4943	7.9%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	62937	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
e	10000	15.9%
o	8997	14.3%
b	7063	11.2%
l	7063	11.2%
M	6060	9.6%
i	6060	9.6%
t	3940	6.3%
D	2937	4.7%
s	2937	4.7%
k	2937	4.7%
Other values (3)	4943	7.9%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	62937	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
e	10000	15.9%
o	8997	14.3%
b	7063	11.2%
l	7063	11.2%
M	6060	9.6%
i	6060	9.6%
t	3940	6.3%
D	2937	4.7%
s	2937	4.7%
k	2937	4.7%
Other values (3)	4943	7.9%

referral_channel
Categorical

Distinct	4
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	605.5 KiB

Direct	2548
Email	2530
Ads	2512
Social	2410

Length

Max length	6
Median length	5
Mean length	4.9934
Min length	3

Characters and Unicode

Total characters	49934
Distinct characters	15
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Email
2nd row	Direct
3rd row	Email
4th row	Direct
5th row	Ads

Common Values

Value	Count	Frequency (%)
Direct	2548	25.5%
Email	2530	25.3%
Ads	2512	25.1%
Social	2410	24.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
direct	2548	25.5%
email	2530	25.3%
ads	2512	25.1%
social	2410	24.1%

Most occurring characters

Value	Count	Frequency (%)
i	7488	15.0%
c	4958	9.9%
a	4940	9.9%
l	4940	9.9%
D	2548	5.1%
r	2548	5.1%
e	2548	5.1%
t	2548	5.1%
E	2530	5.1%
m	2530	5.1%
Other values (5)	12356	24.7%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	49934	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
i	7488	15.0%
c	4958	9.9%
a	4940	9.9%
l	4940	9.9%
D	2548	5.1%
r	2548	5.1%
e	2548	5.1%
t	2548	5.1%
E	2530	5.1%
m	2530	5.1%
Other values (5)	12356	24.7%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	49934	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
i	7488	15.0%
c	4958	9.9%
a	4940	9.9%
l	4940	9.9%
D	2548	5.1%
r	2548	5.1%
e	2548	5.1%
t	2548	5.1%
E	2530	5.1%
m	2530	5.1%
Other values (5)	12356	24.7%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	49934	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
i	7488	15.0%
c	4958	9.9%
a	4940	9.9%
l	4940	9.9%
D	2548	5.1%
r	2548	5.1%
e	2548	5.1%
t	2548	5.1%
E	2530	5.1%
m	2530	5.1%
Other values (5)	12356	24.7%

days_since_last_login
Real number (ℝ)

High correlation Zeros

Distinct	90
Distinct (%)	0.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	44.4047

Minimum	0
Maximum	89
Zeros	104
Zeros (%)	1.0%
Negative	0
Negative (%)	0.0%
Memory size	78.2 KiB

Quantile statistics

Minimum	0
5-th percentile	4
Q1	22
median	45
Q3	67
95-th percentile	85
Maximum	89
Range	89
Interquartile range (IQR)	45

Descriptive statistics

Standard deviation	26.041542
Coefficient of variation (CV)	0.58645915
Kurtosis	-1.204091
Mean	44.4047
Median Absolute Deviation (MAD)	23
Skewness	-0.00024062479
Sum	444047
Variance	678.16193
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
3	141	1.4%
6	134	1.3%
46	130	1.3%
18	129	1.3%
20	128	1.3%
72	128	1.3%
79	128	1.3%
51	126	1.3%
14	125	1.2%
2	125	1.2%
Other values (80)	8706	87.1%

Value	Count	Frequency (%)
0	104	1.0%
1	115	1.1%
2	125	1.2%
3	141	1.4%
4	97	1.0%
5	91	0.9%
6	134	1.3%
7	121	1.2%
8	103	1.0%
9	108	1.1%

Value	Count	Frequency (%)
89	115	1.1%
88	114	1.1%
87	106	1.1%
86	101	1.0%
85	103	1.0%
84	110	1.1%
83	100	1.0%
82	116	1.2%
81	123	1.2%
80	118	1.2%

purchase_frequency_log
Real number (ℝ)

High correlation

Distinct	712
Distinct (%)	7.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.77169651

Minimum	0
Maximum	2.6630528
Zeros	34
Zeros (%)	0.3%
Negative	0
Negative (%)	0.0%
Memory size	78.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0.076961041
Q1	0.35767444
median	0.71294981
Q3	1.1151416
95-th percentile	1.6882491
Maximum	2.6630528
Range	2.6630528
Interquartile range (IQR)	0.75746715

Descriptive statistics

Standard deviation	0.5042743
Coefficient of variation (CV)	0.65346195
Kurtosis	-0.34806393
Mean	0.77169651
Median Absolute Deviation (MAD)	0.37647757
Skewness	0.54430549
Sum	7716.9651
Variance	0.25429257
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.0198026273	74	0.7%
0.009950330853	73	0.7%
0.0953101798	72	0.7%
0.3074846997	69	0.7%
0.2776317366	67	0.7%
0.2468600779	67	0.7%
0.1655144385	65	0.7%
0.08617769624	65	0.7%
0.1133286853	64	0.6%
0.07696104114	64	0.6%
Other values (702)	9320	93.2%

Value	Count	Frequency (%)
0	34	0.3%
0.009950330853	73	0.7%
0.0198026273	74	0.7%
0.02955880224	58	0.6%
0.03922071315	53	0.5%
0.04879016417	60	0.6%
0.05826890812	63	0.6%
0.06765864847	56	0.6%
0.07696104114	64	0.6%
0.08617769624	65	0.7%

Value	Count	Frequency (%)
2.663052835	1	< 0.1%
2.610069793	1	< 0.1%
2.553343811	1	< 0.1%
2.532108251	1	< 0.1%
2.525728644	1	< 0.1%
2.515274186	1	< 0.1%
2.496505786	1	< 0.1%
2.433613355	1	< 0.1%
2.429217744	1	< 0.1%
2.416806237	1	< 0.1%

pca1
Real number (ℝ)

High correlation Unique

Distinct	10000
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3.5171865 × 10^-17

Minimum	-4.2820098
Maximum	4.1138906
Zeros	0
Zeros (%)	0.0%
Negative	4922
Negative (%)	49.2%
Memory size	78.2 KiB

Quantile statistics

Minimum	-4.2820098
5-th percentile	-1.7163556
Q1	-0.65152677
median	0.021910895
Q3	0.68608895
95-th percentile	1.6314128
Maximum	4.1138906
Range	8.3959004
Interquartile range (IQR)	1.3376157

Descriptive statistics

Standard deviation	1.0181841
Coefficient of variation (CV)	2.8948823 × 10¹⁶
Kurtosis	0.27596645
Mean	3.5171865 × 10^-17
Median Absolute Deviation (MAD)	0.6692167
Skewness	-0.18430923
Sum	4.6895821 × 10^-13
Variance	1.0366989
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.2524497696	1	< 0.1%
0.7870053262	1	< 0.1%
0.04136595508	1	< 0.1%
0.8276707766	1	< 0.1%
0.2693683477	1	< 0.1%
-0.5617937643	1	< 0.1%
-0.496489803	1	< 0.1%
-0.6589629232	1	< 0.1%
2.18882271	1	< 0.1%
1.328372686	1	< 0.1%
Other values (9990)	9990	99.9%

Value	Count	Frequency (%)
-4.282009793	1	< 0.1%
-4.194176847	1	< 0.1%
-4.104924828	1	< 0.1%
-4.082828931	1	< 0.1%
-3.841577149	1	< 0.1%
-3.766319152	1	< 0.1%
-3.745874675	1	< 0.1%
-3.659295957	1	< 0.1%
-3.620957197	1	< 0.1%
-3.604030943	1	< 0.1%

Value	Count	Frequency (%)
4.113890557	1	< 0.1%
3.56413485	1	< 0.1%
3.525094792	1	< 0.1%
3.421840348	1	< 0.1%
3.164637781	1	< 0.1%
3.16181585	1	< 0.1%
3.104412087	1	< 0.1%
3.037106702	1	< 0.1%
3.016008468	1	< 0.1%
2.969210842	1	< 0.1%

pca2
Real number (ℝ)

High correlation Unique

Distinct	10000
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-4.405365 × 10^-17

Minimum	-4.1586571
Maximum	3.2817225
Zeros	0
Zeros (%)	0.0%
Negative	5063
Negative (%)	50.6%
Memory size	78.2 KiB

Quantile statistics

Minimum	-4.1586571
5-th percentile	-1.6238518
Q1	-0.70534042
median	-0.017598331
Q3	0.72316377
95-th percentile	1.6639542
Maximum	3.2817225
Range	7.4403796
Interquartile range (IQR)	1.4285042

Descriptive statistics

Standard deviation	1.011508
Coefficient of variation (CV)	-2.2960822 × 10¹⁶
Kurtosis	-0.14044116
Mean	-4.405365 × 10^-17
Median Absolute Deviation (MAD)	0.71083359
Skewness	-0.050560626
Sum	-3.4106051 × 10^-13
Variance	1.0231484
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.6786343775	1	< 0.1%
1.140788174	1	< 0.1%
-1.090986361	1	< 0.1%
-0.0774933944	1	< 0.1%
-0.13842774	1	< 0.1%
-0.1218399028	1	< 0.1%
0.138882741	1	< 0.1%
-0.8372976166	1	< 0.1%
-1.357500295	1	< 0.1%
1.81281355	1	< 0.1%
Other values (9990)	9990	99.9%

Value	Count	Frequency (%)
-4.158657131	1	< 0.1%
-4.075586499	1	< 0.1%
-4.017278731	1	< 0.1%
-3.919389281	1	< 0.1%
-3.802494286	1	< 0.1%
-3.771553953	1	< 0.1%
-3.585138934	1	< 0.1%
-3.521301191	1	< 0.1%
-3.514175035	1	< 0.1%
-3.473415986	1	< 0.1%

Value	Count	Frequency (%)
3.281722456	1	< 0.1%
3.019187746	1	< 0.1%
2.984976647	1	< 0.1%
2.846219087	1	< 0.1%
2.827805907	1	< 0.1%
2.81097217	1	< 0.1%
2.802153726	1	< 0.1%
2.770489467	1	< 0.1%
2.754524227	1	< 0.1%
2.724362252	1	< 0.1%

cluster
Categorical

High correlation

Distinct	4
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	566.5 KiB

3	3617
1	2675
0	2653
2	1055

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	10000
Distinct characters	4
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	3
2nd row	3
3rd row	3
4th row	3
5th row	1

Common Values

Value	Count	Frequency (%)
3	3617	36.2%
1	2675	26.8%
0	2653	26.5%
2	1055	10.5%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
3	3617	36.2%
1	2675	26.8%
0	2653	26.5%
2	1055	10.5%

Most occurring characters

Value	Count	Frequency (%)
3	3617	36.2%
1	2675	26.8%
0	2653	26.5%
2	1055	10.5%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	10000	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
3	3617	36.2%
1	2675	26.8%
0	2653	26.5%
2	1055	10.5%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	10000	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
3	3617	36.2%
1	2675	26.8%
0	2653	26.5%
2	1055	10.5%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	10000	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
3	3617	36.2%
1	2675	26.8%
0	2653	26.5%
2	1055	10.5%

activity_score
Real number (ℝ)

High correlation

Distinct	795
Distinct (%)	8.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4.257354

Minimum	0
Maximum	20.25
Zeros	3
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	78.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0.84
Q1	2.2175
median	3.74
Q3	5.78
95-th percentile	9.36
Maximum	20.25
Range	20.25
Interquartile range (IQR)	3.5625

Descriptive statistics

Standard deviation	2.6948507
Coefficient of variation (CV)	0.63298722
Kurtosis	1.2948045
Mean	4.257354
Median Absolute Deviation (MAD)	1.72
Skewness	1.034655
Sum	42573.54
Variance	7.2622202
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1.8	86	0.9%
2.88	74	0.7%
2.4	74	0.7%
2.1	70	0.7%
4.32	69	0.7%
4.2	68	0.7%
2.7	68	0.7%
3.6	63	0.6%
4.5	63	0.6%
4.8	62	0.6%
Other values (785)	9303	93.0%

Value	Count	Frequency (%)
0	3	< 0.1%
0.07	1	< 0.1%
0.08	2	< 0.1%
0.09	3	< 0.1%
0.1	3	< 0.1%
0.11	1	< 0.1%
0.12	4	< 0.1%
0.13	2	< 0.1%
0.14	4	< 0.1%
0.15	2	< 0.1%

Value	Count	Frequency (%)
20.25	1	< 0.1%
18.5	1	< 0.1%
17.64	1	< 0.1%
17.25	1	< 0.1%
16.94	1	< 0.1%
16.74	1	< 0.1%
16.56	1	< 0.1%
16.5	1	< 0.1%
16.4	1	< 0.1%
16.38	2	< 0.1%

value_score
Real number (ℝ)

High correlation

Distinct	9923
Distinct (%)	99.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	110.46031

Minimum	-332.403
Maximum	1529.718
Zeros	34
Zeros (%)	0.3%
Negative	69
Negative (%)	0.7%
Memory size	78.2 KiB

Quantile statistics

Minimum	-332.403
5-th percentile	3.8698
Q1	26.8378
median	69.6423
Q3	149.65023
95-th percentile	356.48028
Maximum	1529.718
Range	1862.121
Interquartile range (IQR)	122.81243

Descriptive statistics

Standard deviation	123.73036
Coefficient of variation (CV)	1.1201341
Kurtosis	9.2654465
Mean	110.46031
Median Absolute Deviation (MAD)	51.55685
Skewness	2.3969377
Sum	1104603.1
Variance	15309.202
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	34	0.3%
22.896	3	< 0.1%
72.3528	2	< 0.1%
25.872	2	< 0.1%
14.3902	2	< 0.1%
48.9744	2	< 0.1%
0.5263	2	< 0.1%
57.7362	2	< 0.1%
16.9116	2	< 0.1%
28.0984	2	< 0.1%
Other values (9913)	9947	99.5%

Value	Count	Frequency (%)
-332.403	1	< 0.1%
-108.4456	1	< 0.1%
-96.096	1	< 0.1%
-35.6921	1	< 0.1%
-34.344	1	< 0.1%
-29.164	1	< 0.1%
-28.6032	1	< 0.1%
-28.033	1	< 0.1%
-24.8829	1	< 0.1%
-24.784	1	< 0.1%

Value	Count	Frequency (%)
1529.718	1	< 0.1%
1206.9135	1	< 0.1%
1150.506	1	< 0.1%
1075.8277	1	< 0.1%
1059.6081	1	< 0.1%
1046.864	1	< 0.1%
1008.6327	1	< 0.1%
963.1776	1	< 0.1%
957.4887	1	< 0.1%
945.234	1	< 0.1%

recency_value
Real number (ℝ)

High correlation Zeros

Distinct	9746
Distinct (%)	97.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3340.1151

Minimum	-2896.92
Maximum	16038.14
Zeros	104
Zeros (%)	1.0%
Negative	68
Negative (%)	0.7%
Memory size	78.2 KiB

Quantile statistics

Minimum	-2896.92
5-th percentile	177.69
Q1	1292.94
median	2887.18
Q3	4962.025
95-th percentile	8097.8685
Maximum	16038.14
Range	18935.06
Interquartile range (IQR)	3669.085

Descriptive statistics

Standard deviation	2508.3599
Coefficient of variation (CV)	0.75098008
Kurtosis	0.2254322
Mean	3340.1151
Median Absolute Deviation (MAD)	1776.9
Skewness	0.79610873
Sum	33401151
Variance	6291869.3
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	104	1.0%
2250	3	< 0.1%
3201.12	3	< 0.1%
1154.7	2	< 0.1%
103.59	2	< 0.1%
3400.2	2	< 0.1%
2593.15	2	< 0.1%
4460.4	2	< 0.1%
1118.92	2	< 0.1%
3829.5	2	< 0.1%
Other values (9736)	9876	98.8%

Value	Count	Frequency (%)
-2896.92	1	< 0.1%
-2230.56	1	< 0.1%
-1601.6	1	< 0.1%
-1394.85	1	< 0.1%
-1285.73	1	< 0.1%
-1169.99	1	< 0.1%
-1086.72	1	< 0.1%
-1016.64	1	< 0.1%
-944.59	1	< 0.1%
-906.95	1	< 0.1%

Value	Count	Frequency (%)
16038.14	1	< 0.1%
14734.44	1	< 0.1%
14658.3	1	< 0.1%
13691.37	1	< 0.1%
13575.48	1	< 0.1%
13214.96	1	< 0.1%
13159.44	1	< 0.1%
12814.37	1	< 0.1%
12777.6	1	< 0.1%
12753.72	1	< 0.1%

	activity_score	avg_cart_value	avg_view_time	click_through_rate	cluster	days_since_last_login	device_type	membership_status	num_categories_browsed	num_product_views	pca1	pca2	purchase_frequency	purchase_frequency_log	recency_value	referral_channel	used_discount	value_score
activity_score	1.000	0.006	0.003	0.912	0.000	0.010	0.032	0.000	0.008	0.372	0.451	0.140	-0.007	-0.007	0.013	0.000	0.000	-0.000
avg_cart_value	0.006	1.000	-0.003	0.002	0.019	0.008	0.000	0.020	0.009	0.010	0.561	-0.050	-0.009	-0.009	0.490	0.007	0.000	0.355
avg_view_time	0.003	-0.003	1.000	0.005	0.030	-0.009	0.000	0.000	-0.003	-0.006	0.027	0.370	-0.007	-0.007	-0.007	0.000	0.000	-0.008
click_through_rate	0.912	0.002	0.005	1.000	0.000	0.009	0.019	0.000	0.006	0.001	0.412	0.238	-0.010	-0.010	0.009	0.012	0.000	-0.006
cluster	0.000	0.019	0.030	0.000	1.000	0.408	0.013	0.000	0.015	0.008	0.319	0.482	0.497	0.508	0.299	0.000	0.948	0.384
days_since_last_login	0.010	0.008	-0.009	0.009	0.408	1.000	0.000	0.022	-0.006	-0.003	0.477	-0.308	-0.005	-0.005	0.822	0.000	0.009	0.002
device_type	0.032	0.000	0.000	0.019	0.013	0.000	1.000	0.000	0.000	0.011	0.011	0.000	0.013	0.000	0.000	0.015	0.000	0.011
membership_status	0.000	0.020	0.000	0.000	0.000	0.022	0.000	1.000	0.000	0.000	0.008	0.008	0.014	0.000	0.009	0.000	0.000	0.000
num_categories_browsed	0.008	0.009	-0.003	0.006	0.015	-0.006	0.000	0.000	1.000	0.006	0.041	0.257	0.005	0.005	-0.002	0.008	0.010	0.007
num_product_views	0.372	0.010	-0.006	0.001	0.008	-0.003	0.011	0.000	0.006	1.000	0.191	-0.198	0.007	0.007	0.006	0.009	0.000	0.014
pca1	0.451	0.561	0.027	0.412	0.319	0.477	0.011	0.008	0.041	0.191	1.000	-0.041	-0.387	-0.387	0.678	0.000	0.181	-0.134
pca2	0.140	-0.050	0.370	0.238	0.482	-0.308	0.000	0.008	0.257	-0.198	-0.041	1.000	-0.371	-0.371	-0.277	0.000	0.647	-0.354
purchase_frequency	-0.007	-0.009	-0.007	-0.010	0.497	-0.005	0.013	0.014	0.005	0.007	-0.387	-0.371	1.000	1.000	-0.006	0.000	0.000	0.900
purchase_frequency_log	-0.007	-0.009	-0.007	-0.010	0.508	-0.005	0.000	0.000	0.005	0.007	-0.387	-0.371	1.000	1.000	-0.006	0.000	0.000	0.900
recency_value	0.013	0.490	-0.007	0.009	0.299	0.822	0.000	0.009	-0.002	0.006	0.678	-0.277	-0.006	-0.006	1.000	0.005	0.000	0.198
referral_channel	0.000	0.007	0.000	0.012	0.000	0.000	0.015	0.000	0.008	0.009	0.000	0.000	0.000	0.000	0.005	1.000	0.000	0.000
used_discount	0.000	0.000	0.000	0.000	0.948	0.009	0.000	0.000	0.010	0.000	0.181	0.647	0.000	0.000	0.000	0.000	1.000	0.000
value_score	-0.000	0.355	-0.008	-0.006	0.384	0.002	0.011	0.000	0.007	0.014	-0.134	-0.354	0.900	0.900	0.198	0.000	0.000	1.000

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

	user_id	num_product_views	avg_view_time	click_through_rate	avg_cart_value	purchase_frequency	num_categories_browsed	used_discount	membership_status	device_type	referral_channel	days_since_last_login	purchase_frequency_log	pca1	pca2	cluster	activity_score	value_score	recency_value
0	USER00000	18	54.01	0.23	103.57	1.25	3	1	Silver	Mobile	Email	37	0.810930	0.252450	0.678634	3	4.14	129.4625	3832.09
1	USER00001	10	34.41	0.23	93.50	1.23	5	1	Gold	Mobile	Direct	50	0.802002	-0.081520	0.846701	3	2.30	115.0050	4675.00
2	USER00002	16	30.05	0.41	80.26	0.96	7	1	Free	Mobile	Email	12	0.672944	-0.116490	1.552266	3	6.56	77.0496	963.12
3	USER00003	19	56.21	0.12	50.54	3.24	4	1	Silver	Desktop	Direct	40	1.444563	-1.536014	0.094774	3	2.28	163.7496	2021.60
4	USER00004	11	10.39	0.29	112.23	0.19	5	0	Free	Mobile	Ads	39	0.173953	0.952862	-0.441810	1	3.19	21.3237	4376.97
5	USER00005	13	9.98	0.24	106.59	1.89	5	0	Free	Desktop	Ads	58	1.061257	0.617262	-1.355765	0	3.12	201.4551	6182.22
6	USER00006	14	57.67	0.13	74.20	1.71	1	1	Silver	Tablet	Ads	89	0.996949	-0.016475	-0.172009	3	1.82	126.8820	6603.80
7	USER00007	16	54.76	0.40	123.26	0.10	7	1	Free	Mobile	Ads	15	0.095310	1.025130	2.165929	3	6.40	12.3260	1848.90
8	USER00008	12	47.73	0.18	104.38	0.37	3	1	Free	Mobile	Email	81	0.314811	0.891702	0.526220	3	2.16	38.6206	8454.78
9	USER00009	14	27.40	0.48	54.32	2.32	2	0	Free	Desktop	Email	26	1.199965	-0.431074	-0.755652	1	6.72	126.0224	1412.32

	user_id	num_product_views	avg_view_time	click_through_rate	avg_cart_value	purchase_frequency	num_categories_browsed	used_discount	membership_status	device_type	referral_channel	days_since_last_login	purchase_frequency_log	pca1	pca2	cluster	activity_score	value_score	recency_value
9990	USER09990	18	29.64	0.23	94.73	0.31	1	0	Free	Mobile	Social	7	0.270027	0.147503	-0.679921	1	4.14	29.3663	663.11
9991	USER09991	11	45.63	0.35	82.21	1.55	8	1	Free	Mobile	Social	67	0.936093	0.351090	1.319971	3	3.85	127.4255	5508.07
9992	USER09992	13	51.41	0.18	117.13	2.99	6	0	Gold	Mobile	Social	24	1.383791	-0.218299	-0.446963	1	2.34	350.2187	2811.12
9993	USER09993	15	2.13	0.14	94.00	0.39	5	1	Free	Mobile	Email	72	0.329304	0.552786	-0.193583	3	2.10	36.6600	6768.00
9994	USER09994	13	58.80	0.24	72.28	2.29	5	0	Silver	Mobile	Direct	39	1.190888	-0.427960	-0.237150	1	3.12	165.5212	2818.92
9995	USER09995	27	21.61	0.11	104.11	0.50	2	1	Silver	Mobile	Email	85	0.405465	1.421833	-1.089000	3	2.97	52.0550	8849.35
9996	USER09996	19	44.55	0.34	76.88	2.54	3	0	Free	Tablet	Ads	6	1.264127	-0.508272	-0.627980	1	6.46	195.2752	461.28
9997	USER09997	18	31.81	0.10	93.13	1.09	3	0	Silver	Mobile	Social	65	0.737164	0.608601	-1.493768	0	1.80	101.5117	6053.45
9998	USER09998	14	33.96	0.18	103.76	1.65	9	0	Silver	Desktop	Direct	71	0.974560	0.878594	-0.576524	0	2.52	171.2040	7366.96
9999	USER09999	12	78.88	0.08	122.11	0.69	6	1	Silver	Mobile	Email	6	0.524729	-0.371838	2.150868	3	0.96	84.2559	732.66

Overview

Variables

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Interactions

Correlations

Missing values